{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Illuminants"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"An illuminant is a radiation with a spectral distribution defined over the wavelength range that influences object colour perception. [1]\n",
"\n",
"[Colour](https://github.com/colour-science/colour/) ships the following illuminant spectral distributions:"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"['A', 'B', 'C', 'D50', 'D55', 'D60', 'D65', 'D75', 'E', 'FL1', 'FL10', 'FL11', 'FL12', 'FL2', 'FL3', 'FL3.1', 'FL3.10', 'FL3.11', 'FL3.12', 'FL3.13', 'FL3.14', 'FL3.15', 'FL3.2', 'FL3.3', 'FL3.4', 'FL3.5', 'FL3.6', 'FL3.7', 'FL3.8', 'FL3.9', 'FL4', 'FL5', 'FL6', 'FL7', 'FL8', 'FL9', 'HP1', 'HP2', 'HP3', 'HP4', 'HP5']\n"
]
}
],
"source": [
"import colour\n",
"\n",
"print(sorted(colour.ILLUMINANTS_SDS.keys()))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## CIE Standard Illuminant A"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"As per *CIE publication CIE S005/E-1998*: [2]\n",
"\n",
"> [CIE Standard Illuminant A](http://en.wikipedia.org/wiki/Standard_illuminant#Illuminant_A) is intended to represent typical, domestic, tungsten-filament lighting. Its spectral distribution is that of a Planckian radiator at a temperature of approximately 2856 K. *CIE Standard Illuminant A* should be used in all applications of colorimetry involving the use of incandescent lighting, unless there are specific reasons for using a different illuminant.\n",
"\n",
"The *CIE Standard Illuminant A* has the following range and increments:"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"SpectralShape(300.0, 780.0, 5.0)"
]
},
"execution_count": 2,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"colour.ILLUMINANTS_SDS['A'].shape"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"from colour.plotting import *"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
"colour_style();"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"data": {
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\n",
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